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DEVELOPMENT OF FLY ASH USAGE IN THAILAND

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<strong>DEVELOPMENT</strong> <strong>OF</strong> <strong>FLY</strong> <strong>ASH</strong> <strong>USAGE</strong> <strong>IN</strong> <strong>THAILAND</strong><br />

Somnuk TANGTERMSIRIKUL, Professor<br />

Sirindhorn International Institute of Technology, Thammasat University<br />

ABSTRACT: This paper describes the situation of fly ash usage in Thailand. Firstly, the general<br />

information including typical characteristics of fly ash in Thailand is given. Properties of fly ash in<br />

Thailand were compared with those of the fly ash in Japan in terms of chemical composition and physical<br />

properties. It was found that generally fly ash in Thailand has higher CaO content, higher alkali content<br />

but lower silica content and LOI while fineness of the Thai fly ash was generally lower. It was also found<br />

that water requirement of both countries fly ashes was about the same. Regarding strength, the Thai fly<br />

ash was slightly better. The consumption of fly ash in Thailand increases significantly after the economic<br />

crisis in 1997 and at present almost all fly ash produced in Thailand is used as cement replacing material in<br />

concrete industry. The paper also describes problem at the early stage of introducing fly ash into the<br />

construction industry together with the strategies to promote its use. Finally, examples of application of<br />

fly ash in various types of concrete and cementitious products in Thailand are given.<br />

KEYWORDS: Fly ash, cement replacement, pozzolan, concrete<br />

1. <strong>IN</strong>TRODUCTION<br />

Fly ash is one of the by-products produced from<br />

the process of coal burning. Electricity<br />

generating using coal as the energy source is the<br />

main industry which produces fly ash as its major<br />

solid waste. There are still other types of solid<br />

wastes produced from the coal generating plants<br />

like bottom ash and gypsum but their volumes are<br />

generally far less than that of the fly ash. There are<br />

difficulties around the world to achieve effective<br />

utilization of fly ash or even to get rid of it.<br />

Majority of the fly ash is dumped or used in<br />

low-valued methods such as using as a land-fill<br />

material, soil improvement, road base, land<br />

reclamation, raw material for producing cement.<br />

Some high-valued methods of using are available<br />

such as used as fertilizer, as filler in plastics and<br />

resins, as metal matrix composite (ceramic<br />

additives) [1], etc., but only a little amount of fly<br />

ash can be consumed in such utilization. The<br />

most effective use of fly ash at present, by<br />

considering both volume and value, is still in the<br />

area of concrete. The use of fly ash as a cement<br />

substituting material is believed to be beneficial by<br />

various reasons. In regard of environment, the<br />

cement substitution reduces the depletion of<br />

natural resources used for cement production. It<br />

also reduces the energy used for clinkerization,<br />

then reduces the gases emitted to the environment<br />

especially CO 2 . It is estimated that abut 1 ton of<br />

CO 2 is released per a ton of clinker produced [2].<br />

Although some properties of fly ash concrete, such<br />

as initial strength, carbonation and freezing and<br />

thawing resistance, have been found to be inferior<br />

than the concrete without fly ash, the use of fly ash<br />

to partially replace cement improves many<br />

properties of concrete especially durability<br />

properties such as increasing workability and<br />

pumpability, improving long-term strength,<br />

reducing temperature, reducing shrinkage,<br />

improving resistance against chloride-induced steel<br />

corrosion, increasing sulfate resistance, reducing<br />

risk due to alkali-aggregate reaction, etc<br />

[3,4,5,6,7,8,9]. A proper use of fly ash based on<br />

the type of construction work and the service<br />

environment that the constructed structure is<br />

located is considered to be most rational.<br />

Though there have been worldwide studies,<br />

indicating the benefit of using fly ash in concrete,<br />

fly ash has still not been effectively utilized in<br />

most countries until now due to many reasons. In<br />

Thailand, fly ash has been domestically available<br />

since the end of the 1970’s. However, the use in<br />

concrete was just started in early 1990’s and the<br />

effective use of fly ash was just materialized in<br />

1997. At present (2005), almost all fly ash<br />

produced in Thailand is used as a partial cement<br />

substitution material for both quality improvement<br />

and cost reduction of concrete. The author<br />

believed that Thailand is one of the most<br />

successful countries in regard of the effective use<br />

of fly ash in concrete industry. This paper states<br />

the efforts of the author and his colleagues in<br />

Thailand in paving ways for the construction<br />

societies in Thailand to the effective use of fly ash.<br />

2. GENERAL <strong>IN</strong>FORMATION ON <strong>FLY</strong><br />

<strong>ASH</strong> <strong>IN</strong> <strong>THAILAND</strong><br />

The amount of fly ash produced annually is<br />

approximately 3 million tons during the past 10<br />

years. About 95% of the total production is<br />

produced from the Mae Moh generating plant of<br />

the Electricity Generating Authority of Thailand in<br />

Lampang province, in the north of Thailand. The


est of fly ashes are produced near Bangkok. In<br />

this section, some comparative studies are<br />

conducted to compare the general trend of<br />

characteristics of fly ash produced in Thailand and<br />

Japan.<br />

2.1 Typical characteristics of fly ash in<br />

Thailand<br />

2.1.1 Chemical Composition<br />

Table 1 compares the ranges of chemical<br />

composition of fly ash in Japan and Thailand.<br />

The data of Thai fly ashes are those observed<br />

continuously for more than 10 years. The data of<br />

Japanese fly ashes, though were obtained from a<br />

single study, covered large enough sample types<br />

and sources i.e. 40 types of fly ash from 24<br />

generating plants in Japan [10]. It can be seen<br />

that the chemical composition of fly ash in<br />

Thailand covers a wider range than that of Japan.<br />

This is mainly because, in addition of the<br />

differences of the types of the plants and processes,<br />

Thailand uses many sources of coal both local and<br />

imported ones. The biggest local source is in<br />

Mae Moh, Lampang province, which is located in<br />

the north of Thailand. The coal used in Mae Moh<br />

is lignite while most of the imported coals are<br />

anthracite or bituminous coals. It is noted that for<br />

the Mae Moh fly ash, which comprises of 95% of<br />

the total fly ash produced in Thailand, the<br />

scattering of the chemical composition is not<br />

much.<br />

From Table 1, most of the Thai fly ashes have<br />

lower SiO 2 content, larger CaO and alkali content<br />

than the Japanese fly ash. Though the data on<br />

SO 3 content of the Japaneses fly ash does not<br />

appear in the Table, it is realized that most of the<br />

Thai fly ashes have rather high SO 3 content. It<br />

must be noted here that the high CaO and high SO 3<br />

fly ash mostly belongs to the Mae Moh power<br />

plant where lignite coal is used.<br />

Table 1 Comparison of Chemical Compostion between Fly Ashes in Japan and Thailand<br />

Composition Japan* (%) Thailand** (%)<br />

SiO 2<br />

CaO<br />

Al 2 O 3<br />

Fe 2 O 3<br />

SO 3<br />

MgO<br />

(Na 2 O+0.658K 2 O)<br />

47-70<br />

0.49-7.55<br />

15.64-32.03<br />

2.54-15.68 (majority


2.2 Properties of Paste, Mortars and Concrete<br />

using Fly Ash<br />

2.2.1 Water Requirement<br />

Table 3 shows the comparison of water<br />

requirement between the Thai fly ashes and the<br />

Japanese fly ashes. It should be noted here that<br />

the test methods of both countries are not the same<br />

(JIS A6201-1991 was used to test the Japanese fly<br />

ashes and ASTM C311 was used to test the Thai<br />

fly ash). Mix proportion of the test samples,<br />

apparatus and the test procedure are all different.<br />

Especially for the mix proportion, in JIS<br />

A6201-1991, the water to binder ratio of the<br />

control sample (cement only mortar) is set at 0.65<br />

and the sand to binder ratio is 2.0 while ASTM<br />

C311 specifies water to binder ratio of 0.484 and<br />

sand to binder ratio of 2.75. However, though<br />

both countries’ fly ashes were tested based on<br />

different standards but they have the same concept<br />

to evaluate the test results. If the two set of data<br />

are compared by discarding the difference of the<br />

test methods, then both countries’ fly ashes have<br />

similar water requirement as can be seen from<br />

Table 3. The lower loss on ignition makes the<br />

Thai fly ashes have similar level of water<br />

requirement to the Japanese fly ashes though they<br />

are coarser.<br />

Table 3 Comparison of Water Requirement between Fly Ashes in Japan and Thailand<br />

Properties Japan* (%) Thailand** (%)<br />

Water requirement (%of<br />

the control)<br />

91-105 (majority


2.3 Fly Ash Consumption in Thailand<br />

Fig.1 shows the fly ash consumption in concrete in<br />

Thailand. The consumption shown in the figure<br />

is only for those used as a cement replacing<br />

material in concrete. In Thailand, up to the time<br />

this report is being written, almost 100% of the fly<br />

ash consumption is for this purpose. It is<br />

expected that the consumption of fly ash in cement<br />

and concrete will still increase in the future.<br />

3000000<br />

2500000<br />

2000000<br />

1500000<br />

1000000<br />

1000000<br />

800000<br />

1400000<br />

1800000<br />

2300000<br />

2700000<br />

500000<br />

0<br />

400000<br />

400 1000 2200 15460<br />

'94 '95 '96 '97 '98 '99 '00 '01 '02 '03 '04<br />

Fly ash consumption (tons)<br />

Fig.1 Fly ash consumption in concrete in Thailand<br />

(The value of year 2000 is the forecasted one)<br />

Fig.2 and Fig.3 show the statistics of fly ash used in<br />

various types of concrete. It can be seen from Fig.2<br />

that up to 1997, fly ash was used mostly to produce<br />

special concrete like self- compacting concrete, sulfate<br />

resisting concrete and low heat concrete for mass<br />

concreting. However, the situation changes in 1999<br />

when fly ash was used mostly in normal concrete.<br />

This expressed that fly ash had become more and<br />

more popular and engineers were more and more<br />

confident with the fly ash application in concrete at<br />

that time. At present, fly ash has already become a<br />

conventional cement replacing material in Thailand so<br />

that majority of the ready-mixed concrete plants,<br />

including those in precast concrete and on-site ready<br />

mixed plants, are using it as a major cementitious<br />

material and fly ash concrete has now become a<br />

conventional concrete in Thailand.<br />

LHC<br />

SRC<br />

4%<br />

SCC<br />

5%<br />

NC<br />

8% Others<br />

1%<br />

SRC<br />

SCC<br />

LHC<br />

82%<br />

NC<br />

Others<br />

Fig.2 Distribution of fly ash used in various types of concrete from 1994-1997<br />

LHC:Low heat concrete, SRC:Sulfate resisting concrete,<br />

SCC:Self compacting concrete, NC:Normal concrete


LHC<br />

NC<br />

46%<br />

Others<br />

12%<br />

SRC<br />

SCC<br />

SCC<br />

2%<br />

SRC<br />

5%<br />

LHC<br />

35%<br />

NC<br />

Others<br />

Fig.3 Distribution of fly ash used in various types of concrete in 1999<br />

(forecasted from January to April 1999)<br />

LHC:Low heat concrete, SRC:Sulfate resisting concrete,<br />

SCC:Self-compacting concrete, NC:Normal concrete<br />

3. PROBLEMS AND STRATEGIES TO<br />

PROMOTE THE USE <strong>OF</strong> <strong>FLY</strong> <strong>ASH</strong><br />

3.1 Problems<br />

During 1980’s, the image of fly ash produced from<br />

Mae Moh was negative due to many researchers’<br />

reports which pointed out the volume instability of<br />

concrete using fly ash due to high SO 3 content in<br />

the fly ash (mostly in the range of higher than 5%<br />

by weight of the fly ash) [12, 13]. Therefore the<br />

uses of fly ash at that time were in the low-value<br />

manners such as used for soil improvement, for<br />

embankment slope stability, for sub-base of<br />

pavement, for concreting of temporally pavement,<br />

etc. It was until the early 1990’s that the SO 3<br />

content of fly ash became lower to conservative<br />

values of below 5%. From that time, various<br />

intensive researches were restarted and many<br />

merits were found from using the fly ash in<br />

concrete as mentioned earlier in the section of<br />

introduction. In spite of the positive study results,<br />

fly ash was very little used in concrete production<br />

until 1997 (see Fig.1) due to many reasons as<br />

follows.<br />

1) Lack of understanding and knowledge on<br />

fly ash among the engineers<br />

2) Doubt on fly ash quality and its<br />

consistency<br />

3) No systematic supplying system to<br />

facilitate the use.<br />

3.2 Strategies<br />

Many efforts were made by the Committee on<br />

Concrete and Materials of the Engineering Institute<br />

of Thailand to promote the use of fly ash in<br />

Thailand.<br />

3.2.1 Research<br />

An original research group consisting of<br />

researchers from 7 universities in Thailand was<br />

formed to study the properties of fly ash and<br />

concrete using fly ash. By this original group,<br />

more than 30 research reports and more than 100<br />

technical papers had been already published until<br />

2000. After that many other universities also<br />

started to conduct research on fly ash and many<br />

more publications have been produced since then.<br />

3.2.2 Education and Training<br />

From 1994 to 2001, eight seminars were arranged,<br />

by the committee, in various places around the<br />

country to give information and educate engineers<br />

on the effective use of fly ash in concrete. A<br />

learn-on-line project was created by the<br />

cooperation between the National Science and<br />

Technology Development Agency, the Electricity<br />

Generating Authority of Thailand and the Joint<br />

Research Group to provide information in a more<br />

effective and broadened way [14]. Many books<br />

and documents were also published for the purpose<br />

of educating engineers in the country [11,15]<br />

3.2.3 Support for Real Practice<br />

Various efforts were made to provide support for<br />

real application as follows<br />

1) Conducting demonstration construction<br />

using fly ash concrete. Many<br />

demonstration construction projects were<br />

conducted during 1992 to 1996 (see Figs.<br />

4, 5 and 6) to provide information.


2) Set up a unit called “By-Product Business<br />

Unit” at the Mae Moh generating plant for<br />

supplying business and quality control of<br />

fly ash. For quality control, the fine coal<br />

used for boiler burning is blended from<br />

various locations and layers of coal mines<br />

in Mae Moh in order to both satisfy the<br />

requirement of energy output and obtain<br />

fly ash with constant properties. At the<br />

moment, the measured properties of fly<br />

ash for quality control at Mae Moh are<br />

CaO, SiO 2 and SO 3 contents. It is<br />

expected that fineness will be another<br />

measured value for quality control at Mae<br />

Moh in the near future. Since fly ash is<br />

not an industrial product but a by-product,<br />

the qualities of fly ash is expected to vary<br />

and be not constant like cement. The<br />

variation in properties is one of the main<br />

hurdles for fly ash using in many parts of<br />

the world, not excepting Thailand. This<br />

system of quality control at the origin<br />

together with the coal blending technique<br />

will help reducing the uncertainty of fly<br />

ash quality and provide confidence to the<br />

users.<br />

3) Provision of standard for fly ash. One of<br />

the problems at the beginning of fly ash<br />

application is the lack of appropriate<br />

standard that suited the local fly ash.<br />

According to many foreign standards, the<br />

properties of Thai fly ash especially the<br />

Mae Moh fly ash did not pass the<br />

requirement on fineness. However,<br />

researches had proved that though the fly<br />

ash had low fineness, it provided very<br />

satisfactory performance when used in<br />

concrete. Many performances are even<br />

better than fly ashes from many other<br />

countries. The committee on concrete<br />

and materials of the Engineering Institute<br />

of Thailand then decided to draft a new<br />

standard specification for fly ash in<br />

Thailand based on properties of Thai fly<br />

ashes and was published in 2003 [16].<br />

Tables 5, 6 and 7 summarize the classes of<br />

fly ash and the corresponding chemical<br />

and physical requirements according to<br />

the latest Thai specification.<br />

4) Produced references for practical<br />

engineers. Two books were published<br />

for being used as references for practical<br />

engineers [11,15].<br />

5) A software “FACOMP T1.0” was<br />

developed as a tool to facilitate the<br />

practical engineers for mix proportioning<br />

of fly ash concrete (see Fig.7).<br />

6) Encouraged ready-mixed concrete<br />

company to launch special fly ash<br />

concrete products such as marine concrete,<br />

sulfate-resisting concrete, sulfate-resisting<br />

concrete, self-compacting concrete,<br />

low-heat concrete, etc.<br />

Item<br />

Properties<br />

Table 5 Chemical properties<br />

First class<br />

Type a<br />

Requirement<br />

Second class<br />

Type b<br />

Third class<br />

1 Silicon dioxide (SiO 2 ), min. % 30.0 30.0 30.0 30.0<br />

2 Calcium oxide (CaO), % - Less than 10.0<br />

Not less than<br />

10.0<br />

-<br />

3 Sulfur trioxide (SO 3 ), max. % 5.0 5.0 5.0 5.0<br />

4 Moisture content, max. % 3.0 3.0 2.0 3.0<br />

5 LOI content, max. % 6.0 1) 6.0 1) 6.0 1) 12.0<br />

Note: 1) The use of fly ash with up to 12% LOI may be approved if either acceptable performance records or<br />

laboratory test results are made available.


Table 6 Chemical properties (optional)<br />

Requirement<br />

Item<br />

Properties<br />

First class<br />

Second class<br />

Type a Type b<br />

Third class<br />

1<br />

Alkali content (Na 2 O + 0.658K 2 O) 1) , max. %<br />

1.1 when SO 3 between 3.0 to 5.0 %<br />

1.2 when SO 3 less than 3.0 %<br />

1.5<br />

4.0<br />

1.5<br />

4.0<br />

1.5<br />

4.0<br />

1.5<br />

4.0<br />

Note: 1) Fly ash with alkali content exceeding this limitation may be approved if the test results on control of<br />

alkali-silica reaction satisfy the requirement.<br />

Table 7 Physical properties<br />

Item Properties First<br />

Requirement<br />

Second class<br />

class Type a Type b<br />

Third class<br />

1<br />

Fineness (select a method)<br />

Amount retained on 45-μm-mesh sieve, max. %<br />

Or Blaine fineness, min. cm 2 /g<br />

10<br />

6000<br />

50<br />

2300<br />

55<br />

2000<br />

65<br />

1600<br />

2<br />

Strength activity index 1) with OPC type 1<br />

7-day, min. % of the control<br />

85<br />

28-day, min. % of the control<br />

95<br />

91-day, min. % of the control 2) 100<br />

70<br />

75<br />

85<br />

70<br />

75<br />

85<br />

60<br />

70<br />

75<br />

3 Water requirement, max. % of the control 102 105 105 108<br />

4 Autoclave expansion 3) , max. % 0.8 0.8 0.8 0.8<br />

Fig.4 Demonstration of mass concreting using fly ash concrete at Mae Moh power generating plant


Fig.5a Concrete wall<br />

Fig.5b Concrete box culvert<br />

Fig.5 Demonstration of Self-Compacting Concrete using fly ash at Mae Moh power generating plant<br />

Fig.6 Demonstration construction of Roller-Compacted Concrete Pavement using fly ash at Mae Moh<br />

power generating plant


Fig.7 A computer software for mix proportioning of fly ash concrete<br />

4. APPLICATION <strong>OF</strong> <strong>FLY</strong> <strong>ASH</strong> <strong>IN</strong><br />

CONCRETE<br />

Fly ash has become a popular cement replacing<br />

materials for concrete application since 1997 (see<br />

Fig.1) after the country faced economic crisis.<br />

One of the main reasons is that the cost of fly ash<br />

is much lower than that of the cement. The<br />

immediate gain from the low cost of fly ash could<br />

overcome the more<br />

4.1 Ready-Mixed Concrete<br />

For ready-mixed concrete, fly ash is normally used<br />

to replace cement in the ranges of 20 to 30% by<br />

weight of the total cementitious materials. Fly<br />

ash concrete has become conventional concrete for<br />

ready-mixed concrete industry. As mentioned<br />

above, many ready-mixed concrete companies<br />

started to launch special concrete products with fly<br />

ash such as marine concrete, sulfate-resisting<br />

concrete, sulfate-resisting concrete,<br />

self-compacting concrete, low-heat concrete, since<br />

late 1990’s. Some high volume fly ash concrete<br />

were also practiced in Thailand with the maximum<br />

fly ash content up to 55% of the total binders for<br />

self-compacting concrete, 47.5% for low-heat<br />

concrete and 68% for roller-compacted concrete<br />

(see Fig.8 for Pak Mool dam constructed using<br />

roller-compacted concrete). The ready-mixed<br />

concrete industry is currently the major consumer<br />

of fly ash in Thailand.<br />

Fig.8 Pak Mool dam in Ubol Rachathani constructed using roller-compacted concrete with fly ash content<br />

of 68% of the total cementitious materials.


4.2 Precast Concrete, Concrete Products<br />

For precast concrete and concrete product<br />

industries, fly ash is normally used in the works<br />

that does not require early strength such as<br />

non-prestressed concrete works. For prestressed<br />

concrete industries, fly ash is also used but with a<br />

maximum cement replacement of only up to 10%.<br />

The exception may be in the case of<br />

self-compacting concrete application in which fly<br />

ash may be used up to a range of 30% to 50% even<br />

in prestressed concrete work..<br />

4.3 Other Cementitious Products<br />

Some cementitious material products which use fly<br />

ash to replace cement in the production are such as<br />

cementitious fibered roof tile, cementitious fibered<br />

panel, etc. In this category, fly ash is normally<br />

used up to a maximum of 30% of the total<br />

cementitious materials.<br />

4.4 Blended Cement<br />

Some cement companies have made efforts to<br />

introduce ready-blended fly ash cement into the<br />

concrete market in Thailand. Most of them are<br />

introduced in the form of cement for durability<br />

purposes such as cement for marine environment<br />

having high resistance against sulfate attack and<br />

chloride-induced steel corrosion, sulfate-resisting<br />

cement or low-heat cement, etc. However, these<br />

cements are still not popular especially for project<br />

constructions using ready-mixed concrete. For<br />

projects, where ready-mixed concrete is usually<br />

applied, it is more popular to mix fly ash at the<br />

ready-mixed concrete plants. This is because 1)<br />

ready-blended fly ash cement is more expensive<br />

than cement with fly ash as a separate binder, 2)<br />

the ratio of fly ash is usually adjusted according to<br />

the required performances of concrete when it is<br />

used as a separate binder.<br />

4.5 Repair Materials<br />

Fly ash is also used in enhancing performances and<br />

reducing cost of some repair materials especially<br />

for grouting materials. Fly ash has also been<br />

studied as a stabilizer and to control expansion of<br />

expansive cement [17].<br />

5. CONCLUD<strong>IN</strong>G REMARKS<br />

Based on what mentioned in this paper, it can be<br />

said that Thailand has become a very successful<br />

country in regard of fly ash usage in concrete<br />

industry. The success was obtained on great<br />

efforts and good strategic planning and patience of<br />

a number of academicians and professional<br />

engineers. The use of fly ash has also become<br />

one of the significant factors to change the concept<br />

of concrete practice in Thailand from that<br />

considering strength only to considering both<br />

strength and durability.<br />

REFERENCES<br />

1. Huang, J.Y., Beneficial Use of Fly Ash, Michigan<br />

Technological University<br />

2. Sisomphon, K., Hongvinitkul, S.,<br />

Nimityongskul, P., Tangtemsirikul, S. and<br />

Rachdawong, P., Uses of Municipal Solid<br />

Waste Ash as Construction Materials,<br />

Proceedings of the 7th East Asia-Pacific<br />

Conference on Structural Engineering &<br />

Construction, 27-29 August 1999, Kochi<br />

University of Technology, Kochi, Japan, pp.<br />

1366-1371<br />

3. Tangtermsirikul, S., Sudsangium, T. and<br />

Nimityongsakul, P., Class C Fly Ash as a<br />

Shrinkage Reducer for Cement Paste,<br />

Proceedings of the 5th CANMET/ACI<br />

International Conference on Fly Ash, Silica<br />

Fume, Slag and Natural Pozzolans in<br />

Concrete, 4-9 June 1995, Milwaukee,<br />

Wiscosin, USA, Vol.1, pp.385-401<br />

4. Tangtermsirikul, S. and Chatveera, B.,<br />

Development of Low Heat Concrete using<br />

Lignite Fly Ash, Proceedings of the 4th<br />

International Conference on Civil<br />

Engineering, 6-8 November 1996, Manila,<br />

Philippines, pp.786-795<br />

5. Tangtermsirikul, S. and Chatveera, B.,<br />

Expansion of Cement Paste and Mortar using<br />

Lignite Fly Ash, Supplementary Papers of the<br />

3rd CANMET/ACI International Symposium<br />

on Advances in Concrete Technology, 24-27<br />

August 1997, Auckland, New Zealand, pp.<br />

321-329<br />

6. Tangtermsirikul, S., Kaewkhluab, T. and<br />

Jitvutikrai, P., A compressive strength model<br />

for roller-compacted concrete with fly ash,<br />

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